Insights

October 20, 2026

A Motor on Every Desk

What happens when AI stops being a website you visit and becomes something sitting on your desk. How I used a local 128GB unified-memory machine to learn how code and hardware fit together, build a real-time ESP32-P4 voice assistant, and see what a century-old factory shift says about where AI is headed.

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July 29, 2026

Distributed Intelligence: The Missing Piece of the Enterprise AI Ecosystem

How I built a secure, zero-API-cost local AI architecture that scales capabilities without scaling costs. A step-by-step 3-tier framework using Linux containers, FastAPI, and Ollama on ultra-low-power hardware.

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